{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "GEN_2_vanilla_GAN.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.1"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cxbxmxcx/GenReality/blob/master/GEN_2_vanilla_GAN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PIpHAZ9IqyTO"
      },
      "source": [
        "#@title IMPORTS\n",
        "import numpy as np\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torch.autograd.variable import Variable\n",
        "from torchvision import transforms\n",
        "from torchvision.datasets import MNIST\n",
        "from torchvision.utils import make_grid\n",
        "from torch.utils.data import DataLoader\n",
        "from IPython.display import clear_output"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "40NPCZLXW4oC"
      },
      "source": [
        "#@title IMAGE HELPERS\n",
        "def imshow(img,size=10):\n",
        "  img = img / 2 + 0.5     \n",
        "  npimg = img.numpy()\n",
        "  plt.figure(figsize=(size, size))\n",
        "  plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
        "  plt.show()"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_CQc_0i8qyTR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3c564c63-c2ad-4060-f3e9-c181ebdde3ab"
      },
      "source": [
        "#@title LOADING DATA\n",
        "transform = transforms.Compose([\n",
        "                transforms.ToTensor(),\n",
        "                transforms.Normalize((0.5,),(0.5,))\n",
        "                ])\n",
        "to_image = transforms.ToPILImage()\n",
        "trainset = MNIST(root='./data/', train=True, download=True, transform=transform)\n",
        "train_loader = DataLoader(trainset, batch_size=100, shuffle=True)\n",
        "\n",
        "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "device"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "device(type='cuda')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S5P4MEHSSMjA"
      },
      "source": [
        "#@title GENERATOR & DISCRIMINATOR\n",
        "class Generator(nn.Module):\n",
        "  def __init__(self, latent_dim=128, output_dim=784):\n",
        "    super(Generator, self).__init__()\n",
        "    self.latent_dim = latent_dim\n",
        "    self.output_dim = output_dim\n",
        "    self.generator = nn.Sequential(\n",
        "        nn.Linear(self.latent_dim, 256),\n",
        "        nn.LeakyReLU(0.2),\n",
        "        nn.Linear(256, 512),\n",
        "        nn.LeakyReLU(0.2),\n",
        "        nn.Linear(512, 1024),\n",
        "        nn.LeakyReLU(0.2),\n",
        "        nn.Linear(1024, self.output_dim),\n",
        "        nn.Tanh()\n",
        "    )\n",
        "\n",
        "  def forward(self, x):\n",
        "    x = self.generator(x)\n",
        "    x = x.view(-1, 1, 28, 28)\n",
        "    return x\n",
        "\n",
        "class Discriminator(nn.Module):\n",
        "  def __init__(self, input_dim=784, output_dim=1):\n",
        "    super(Discriminator, self).__init__()\n",
        "    self.input_dim = input_dim\n",
        "    self.output_dim = output_dim\n",
        "    self.discriminator = nn.Sequential(\n",
        "      nn.Linear(self.input_dim, 1024),\n",
        "      nn.LeakyReLU(0.2),\n",
        "      nn.Dropout(0.3),\n",
        "      nn.Linear(1024, 512),\n",
        "      nn.LeakyReLU(0.2),\n",
        "      nn.Dropout(0.3),\n",
        "      nn.Linear(512, 256),\n",
        "      nn.LeakyReLU(0.2),\n",
        "      nn.Dropout(0.3),\n",
        "      nn.Linear(256, self.output_dim),\n",
        "      nn.Sigmoid()\n",
        "    )\n",
        "\n",
        "  def forward(self, x):\n",
        "        x = x.view(-1, 784)\n",
        "        x = self.discriminator(x)\n",
        "        return x\n"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5cuePtAyqyTV"
      },
      "source": [
        "#@title CREATE MODEKS, OPTIMIZERS AND LOSS FUNCTION (CRITERION)\n",
        "generator = Generator()\n",
        "discriminator = Discriminator()\n",
        "\n",
        "generator.to(device)\n",
        "discriminator.to(device)\n",
        "\n",
        "g_optim = optim.Adam(generator.parameters(), lr=2e-4)\n",
        "d_optim = optim.Adam(discriminator.parameters(), lr=2e-4)\n",
        "\n",
        "g_losses = []\n",
        "d_losses = []\n",
        "\n",
        "loss_fn = nn.BCELoss()\n",
        "\n",
        "def noise(n, n_features=128):\n",
        "    return Variable(torch.randn(n, n_features)).to(device)\n",
        "\n",
        "def make_ones(size):\n",
        "    data = Variable(torch.ones(size, 1))\n",
        "    return data.to(device)\n",
        "\n",
        "def make_zeros(size):\n",
        "    data = Variable(torch.zeros(size, 1))\n",
        "    return data.to(device)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xe8tdY9tqyTX"
      },
      "source": [
        "#@title TRAINING FUNCTIONS\n",
        "def train_discriminator(optimizer, real_data, fake_data):\n",
        "    n = real_data.size(0)\n",
        "    optimizer.zero_grad()\n",
        "    \n",
        "    prediction_real = discriminator(real_data)\n",
        "    loss_real = loss_fn(prediction_real, make_ones(n))\n",
        "    loss_real.backward()\n",
        "\n",
        "    prediction_fake = discriminator(fake_data)\n",
        "    loss_fake = loss_fn(prediction_fake, make_zeros(n))\n",
        "    \n",
        "    loss_fake.backward()\n",
        "    optimizer.step()\n",
        "    \n",
        "    return loss_real + loss_fake\n",
        "\n",
        "def train_generator(optimizer, fake_data):\n",
        "    n = fake_data.size(0)\n",
        "    optimizer.zero_grad()\n",
        "    \n",
        "    prediction = discriminator(fake_data)\n",
        "    loss = loss_fn(prediction, make_ones(n))\n",
        "    \n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "    \n",
        "    return loss"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MfmlwbTHqyTZ",
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 980
        },
        "outputId": "c921ba57-853b-4b59-c800-edf844c38435"
      },
      "source": [
        "#@title TRAINING\n",
        "epochs = 250\n",
        "k = 1\n",
        "test_noise = noise(64)\n",
        "\n",
        "generator.train()\n",
        "discriminator.train()\n",
        "for epoch in range(epochs):\n",
        "    g_loss = 0.0\n",
        "    d_loss = 0.0\n",
        "    for i, data in enumerate(train_loader):\n",
        "        imgs, _ = data\n",
        "        n = len(imgs)\n",
        "        for j in range(k):\n",
        "            fake_data = generator(noise(n)).detach()\n",
        "            real_data = imgs.to(device)\n",
        "            d_loss += train_discriminator(d_optim, real_data, fake_data)\n",
        "        fake_data = generator(noise(n))\n",
        "        g_loss += train_generator(g_optim, fake_data)\n",
        "\n",
        "    img = generator(test_noise).cpu().detach()        \n",
        "    g_losses.append(g_loss/i)\n",
        "    d_losses.append(d_loss/i)\n",
        "    clear_output()\n",
        "    print(f'Epoch {epoch+1}: g_loss: {g_loss/i:.8f} d_loss: {d_loss/i:.8f}')\n",
        "    imshow(make_grid(img))   "
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 16: g_loss: 2.15769434 d_loss: 0.74215227\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-8-a20ca86f7957>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0mg_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m     \u001b[0md_loss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 11\u001b[0;31m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_loader\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     12\u001b[0m         \u001b[0mimgs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     13\u001b[0m         \u001b[0mn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimgs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    433\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sampler_iter\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    434\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 435\u001b[0;31m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    436\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_num_yielded\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    437\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_kind\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0m_DatasetKind\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mIterable\u001b[0m \u001b[0;32mand\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m_next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    473\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_next_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    474\u001b[0m         \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_next_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 475\u001b[0;31m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_dataset_fetcher\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# may raise StopIteration\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    476\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_pin_memory\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    477\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpin_memory\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36mfetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m     42\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     45\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torch/utils/data/_utils/fetch.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     42\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mfetch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_collation\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 44\u001b[0;31m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     45\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpossibly_batched_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/datasets/mnist.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m    104\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    105\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 106\u001b[0;31m             \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    107\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    108\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtarget_transform\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m     65\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     66\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mt\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransforms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m             \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     68\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/transforms.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, pic)\u001b[0m\n\u001b[1;32m    102\u001b[0m             \u001b[0mTensor\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mConverted\u001b[0m \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    103\u001b[0m         \"\"\"\n\u001b[0;32m--> 104\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mF\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_tensor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpic\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    105\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    106\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/torchvision/transforms/functional.py\u001b[0m in \u001b[0;36mto_tensor\u001b[0;34m(pic)\u001b[0m\n\u001b[1;32m    100\u001b[0m     \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpermute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontiguous\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    101\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mByteTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 102\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdiv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    103\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    104\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UEy9K5BDRMkw"
      },
      "source": [
        "#@title HISTORY\n",
        "plt.plot(g_losses, label='Generator_Losses')\n",
        "plt.plot(d_losses, label='Discriminator Losses')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}